Addressing the Black Box of AI-A Model and Research Agenda on the Co-constitution of Aging and Artificial Intelligence.

IF 4.6 2区 医学 Q1 GERONTOLOGY Gerontologist Pub Date : 2024-06-01 DOI:10.1093/geront/gnae039
Vera Gallistl, Muneeb Ul Lateef Banday, Clara Berridge, Alisa Grigorovich, Juliane Jarke, Ittay Mannheim, Barbara Marshall, Wendy Martin, Tiago Moreira, Catharina Margaretha Van Leersum, Alexander Peine
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Abstract

Algorithmic technologies and (large) data infrastructures, often referred to as Artificial Intelligence (AI), have received increasing attention from gerontological research in the last decade. Although there is much literature that dissects and explores the development, application, and evaluation of AI relevant to gerontology, this study makes a novel contribution by critically engaging with the theorizing in this growing field of research. We observe that gerontology's engagement with AI is shaped by an interventionist logic that situates AI as a black box for gerontological research. We demonstrate how this black box logic has neglected many aspects of AI as a research topic for gerontology and discuss three classical concepts in gerontology to show how they can be used to open various black boxes of aging and AI in the areas: (a) the datafication of aging, (b) the political economy of AI and aging, and (c) everyday engagements and embodiments of AI in later life. In the final chapter, we propose a model of the co-constitution of aging and AI that makes theoretical propositions to study the relational terrain between aging and AI and hence aims to open the black box of AI in gerontology beyond interventionist logic.

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解决人工智能的黑匣子--老龄化与人工智能共同构成的模型和研究议程。
算法技术和(大型)数据基础设施,通常被称为人工智能(AI),在过去十年中越来越受到老年学研究的关注。虽然有许多文献剖析和探讨了与老年学相关的人工智能的发展、应用和评估,但本文通过批判性地参与这一日益增长的研究领域的理论研究,做出了新的贡献。我们注意到,老年学对人工智能的参与是由一种干预逻辑所决定的,这种干预逻辑将人工智能定位为老年学研究的黑箱。我们展示了这种黑箱逻辑是如何忽视了人工智能作为老年学研究课题的许多方面,并讨论了老年学中的三个经典概念,以说明如何利用它们来打开老龄化和人工智能领域的各种黑箱:a) 老龄化的数据化;b) 人工智能和老龄化的政治经济学;c) 人工智能在晚年生活中的日常参与和体现。在最后一章,我们提出了一个老龄化与人工智能共构的模型,为研究老龄化与人工智能之间的关系地形提出了理论命题,从而旨在超越干预主义逻辑,打开老年学中人工智能的黑箱。
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来源期刊
Gerontologist
Gerontologist GERONTOLOGY-
CiteScore
11.00
自引率
8.80%
发文量
171
期刊介绍: The Gerontologist, published since 1961, is a bimonthly journal of The Gerontological Society of America that provides a multidisciplinary perspective on human aging by publishing research and analysis on applied social issues. It informs the broad community of disciplines and professions involved in understanding the aging process and providing care to older people. Articles should include a conceptual framework and testable hypotheses. Implications for policy or practice should be highlighted. The Gerontologist publishes quantitative and qualitative research and encourages manuscript submissions of various types including: research articles, intervention research, review articles, measurement articles, forums, and brief reports. Book and media reviews, International Spotlights, and award-winning lectures are commissioned by the editors.
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